Intro

This is an over view of response times for Eugene Police Department (EPD). Source at Github

Data

Dispatch Data

Dispatch data was retrieved from Eugene Police Department’s online dispatch log portal:

https://coeapps.eugene-or.gov/EPDDispatchLog

Spatial Data

Cartographic elements are from “Oregon geospatial data clearinghouse” https://www.oregon.gov/geo/Pages/sdlibrary.aspx <ftp.gis.oregon.gov>

Methodology

Results

Dispatch Call overview

all calls

The maximum amount of calls the portal will return is 250.

Since the script that scraped the search portal querried each day seperatly, and looking at the number of logs retrieved for each day in the above chart, we can see that we didn’t hit that 250 log limit so our data set isn’t missing logs on busy days.

Part 1, Serious Crimes

The FBI categorizes the a handful of crimes as Part 1.

“The UCR Program collects data about Part I offenses in order to measure the level and scope of crime occurring throughout the nation. The program’s founders chose these offenses because they are serious crimes, they occur with regularity in all areas of the country, and they are likely to be reported to police.” -FBI Definitions

Part 1 offenses are

  • Criminal homicide
  • Forcible rape
  • Robbery
  • Aggravated assault
  • Burglary (breaking or entering)
  • Larceny
  • Motor vehicle theft
  • Arson

These names don’t directly correspond to the incident descriptions in the EPD dispatch data set. Instead they map to:

  • N
  • N
  • Robbery
  • Assault 4
  • Burglary
  • Theft
  • Theft
  • Arson

noting that homicides and rape are not present in the EPD dispatch dataset.

overview of total number of calls for serious crimes.

Comparision of Dispatch Logs Vs Federal Reports

Since we are missing catagories, let’s see what the Federal NIBRS reports look like.

Federal NIBRS EPD Part 1 Breakdown
NIBRS Crime Description totals
Aggravated Assault 1105
Arson 342
Burglary/Breaking And Entering 2808
Forcible Rape 238
Motor Vehicle Theft 2225
Murder and Non-Negligent Manslaughter 6
Robbery 444
Theft From Building 732
Theft From Motor Vehicles 6260
EPD Part 1 Dispatch logs
Incident Desc    calls
Arson 16
Assault 4 543
Burglary 6030
Robbery 550
Theft 4972

Both the dispatch calls and federal reported incidents are close to being normally distributed, but there are some outliers so I looked at both the Person and Spearman correlation coefficients, which are 0.64 and 0.65 respectively indicating a moderately strong correlation. Thus despite the Dispatch Calls not fully covering the extent of all reported crimes, we can still use those calls since they are strongly correlated with the federal data.

5 Year Trendlines, all calls

## 
## Attaching package: 'zoo'
## The following objects are masked from 'package:base':
## 
##     as.Date, as.Date.numeric
x
Estimate 0.1172015
Std. Error 0.0512320
t value 2.2876614
Pr(>|t|) 0.0258220
## `geom_smooth()` using formula 'y ~ x'
## Warning: Removed 6 row(s) containing missing values (geom_path).

x
Estimate 0.0038033
Std. Error 0.0032665
t value 1.1643290
Pr(>|t|) 0.2490577
## `geom_smooth()` using formula 'y ~ x'
## Warning: Removed 6 row(s) containing missing values (geom_path).

## 5 year trendlines, Part 1 calls

## `geom_smooth()` using formula 'y ~ x'

## `geom_smooth()` using formula 'y ~ x'
## Warning: Removed 6 row(s) containing missing values (geom_path).

Monthly Stats

Calls per day and average response times by month for 5 year(2018 - 2022), 3 year () and 1 year (2022) time windows. below.

Next is an overview of the highest, lowest and mean for each month for average daily call response times for part 1 crimes.

Business Calls

Incident Desc    total_calls avg_resp
Theft 4972 145
Burglary 6030 87
Robbery 550 36
Arson 16 35
Assault 4 543 32
Incident Desc    total_calls avg_resp
Theft 690 149
Burglary 884 68
Arson 3 29
Robbery 48 25
Assault 4 79 22

Spatial Overview

Raster: All Part 1 Calls

All Pt1 Calls

Business Pt1 Calls

Neighborhood overviev

Sources

Oregon Crime Data

“Oregon State Police: Uniform Crime Reporting”

https://www.oregon.gov/osp/Pages/Uniform-Crime-Reporting-Data.aspx

Oregon Census Data

“Census Data for Oregon” Population Research Center

https://www.pdx.edu/population-research/census-data-oregon 

Direct link for data set:

https://drive.google.com/uc?export=download&id=1JrrmYiQUBPux8nnJ88epAAk9U5rbRDBD

Oregon Spatial Data Library

“Oregon Counties - 2015”

https://spatialdata.oregonexplorer.info/geoportal/details;id=361c06fee9de4e24a72e280fb386a771

Appendix B

Result Table

## `summarise()` has grouped output by 'Incident Desc   '. You can override using
## the `.groups` argument.
Incident Desc    Priority    total_calls avg_resp
Abandoned Animal 5 126 75
Abandoned Animal 8 11 63
Accident, Bike 1 43 8
Accident, Vehicle-Bike 1 180 5
Accident, Vehicle-Pedestrian 1 270 4
Accident, Vehicle-Pedestrian 3 15 110
Aircraft Problem Small 1 12 4
Alarm 1 204 2
Alarm 2 90 3
Alarm 3 1052 15
Alarm 4 40 42
Alarm 5 33 44
Alarm P 849 2
Alarm, Hold Up 1 66 1
Alarm, Hold Up 2 21 2
Alarm, Hold Up 3 40 1
Alarm, Hold Up P 254 1
Animal Abuse 3 247 35
Animal Abuse 4 15 128
Animal Abuse 5 49 78
Animal at Large 3 39 17
Animal at Large 5 43 39
Animal Complaint 3 190 28
Animal Complaint 4 19 41
Animal Complaint 5 512 49
Animal Complaint 8 54 67
Animal Cruelty 3 932 20
Animal Cruelty 4 22 136
Animal Cruelty 5 134 47
Armed Subject(s) 1 28 2
Armed Subject(s) 2 26 5
Armed Subject(s) 3 503 8
Armed Subject(s) P 65 1
Assault 1 11 1
Assault 2 29 8
Assault 3 1591 34
Assault 4 1455 176
Assault 5 71 161
Assault 6 58 71
Assault 8 16 88
Assault 9 39 106
Assault P 79 5
Assault 4 1 362 5
Assault 4 3 114 60
Assault 4 4 45 166
Assist Outside Agency 3 770 55
Assist Outside Agency 4 92 136
Assist Outside Agency 5 116 158
Assist Outside Agency 6 12 122
Assist Outside Agency 7 14 51
Assist Outside Agency P 60 14
Assist Public Works 3 30 66
Assist Sheriff’s Office 3 183 10
Assist Sheriff’s Office 5 11 29
Assist Sheriff’s Office P 39 6
Assist Sheriff’s Office NA 17 3
Assist State Police 3 49 12
Assist State Police P 13 2
ATL Drunk Driver 3 2716 8
ATL Drunk Driver P 128 4
ATL Drunk Driver NA 11 5
Attempt to Locate 3 151 27
Attempt to Locate P 28 8
Blocked Alley 3 19 36
Blocked Alley 5 206 122
Blocked Driveway 3 12 62
Blocked Driveway 4 16 76
Blocked Driveway 5 417 106
Blocked Sidewalk 5 375 157
Bomb Threat 1 13 12
Burglary 1 133 2
Burglary 2 208 6
Burglary 3 1321 17
Burglary 4 1468 141
Burglary 5 2544 110
Burglary 6 63 91
Burglary 8 45 166
Burglary 9 37 61
Burglary P 206 4
Civil Stand By 4 14 106
Civil Stand By 5 163 235
Criminal Mischief 3 556 33
Criminal Mischief 4 752 245
Criminal Mischief 5 83 172
Criminal Mischief 6 20 126
Criminal Mischief 8 20 159
Criminal Mischief 9 22 115
Criminal Mischief P 22 73
Criminal Trespass 2 16 20
Criminal Trespass 3 23390 76
Criminal Trespass 4 715 354
Criminal Trespass 5 135 374
Criminal Trespass 6 72 148
Criminal Trespass 7 35 96
Criminal Trespass 8 28 66
Criminal Trespass 9 36 86
Criminal Trespass P 49 33
Custodial Interference 3 51 103
Custodial Interference 4 167 193
Damaged City Property 3 70 22
Damaged City Property 4 17 199
Damaged City Property 5 52 172
Disabled Vehicle(s) 3 1172 18
Disabled Vehicle(s) 5 38 74
Disabled Vehicle(s) P 28 10
Disorderly Juvenile(s) 2 11 37
Disorderly Juvenile(s) 3 1027 23
Disorderly Juvenile(s) 4 14 451
Disorderly Juvenile(s) 5 13 55
Disorderly Juvenile(s) 7 29 79
Disorderly Juvenile(s) P 16 5
Disorderly Party 3 86 24
Disorderly Subject 1 12 2
Disorderly Subject 2 78 24
Disorderly Subject 3 14625 24
Disorderly Subject 4 70 205
Disorderly Subject 5 61 41
Disorderly Subject 6 68 18
Disorderly Subject 7 190 80
Disorderly Subject 8 14 12
Disorderly Subject 9 48 18
Disorderly Subject P 158 9
Disoriented Subject 3 312 17
Disoriented Subject 5 97 15
Disoriented Subject 7 196 68
Dispute 1 79 4
Dispute 2 1332 10
Dispute 3 23909 21
Dispute 4 2515 94
Dispute 5 48 88
Dispute 6 128 31
Dispute 7 27 90
Dispute 8 60 36
Dispute 9 107 25
Dispute P 472 3
Dispute, Family 2 27 12
Dispute, Family 3 605 25
Dispute, Family 4 60 143
Dispute, Family P 13 2
Dog Bite 1 40 7
Dog Bite 3 26 41
Dog Bite 4 11 64
Dog Bite 5 41 41
Dog(s) at Large 3 370 21
Dog(s) at Large 4 23 33
Dog(s) at Large 5 786 32
Dog(s) at Large 8 49 51
Dog(s), Vicious 3 259 27
Dog(s), Vicious 4 20 67
Dog(s), Vicious 5 96 39
Down Line 1 29 10
Driving Complaint 3 16 13
DUII 3 28 11
DUII P 29 3
Emergency Message 5 12 59
Emergency Message 7 26 173
Explosion 1 27 7
Explosion 3 13 18
Fight 2 35 1
Fight 3 493 4
Fight P 105 1
Fire, Trash Bin 3 40 35
Fire, Trash Bin P 164 8
Forged Prescription(s) 4 14 215
Forgery 3 43 20
Forgery 4 44 137
Forgery 5 50 170
Found Animal(s) 3 35 11
Found Animal(s) 5 460 45
Found Animal(s) 8 34 66
Found Child(ren) 3 51 11
Found Contraband 3 39 21
Found Contraband 4 34 161
Found Contraband 5 733 109
Found Property 3 90 25
Found Property 4 92 62
Found Property 5 1030 67
Found Property 9 14 63
Found Property P 17 15
Found Syringes 5 132 16
Found Syringes 7 927 290
Found Syringes 8 483 629
Fraud 3 111 32
Fraud 4 148 119
Fraud 5 109 110
Fraud P 14 11
Graffiti Calls 3 158 33
Graffiti Calls 4 24 179
Graffiti Calls 5 90 161
Gun Shot Wound(s) 1 60 11
Gun Shot Wound(s) 3 14 49
Hazard, Safety 3 151 32
Hazard, Safety 4 14 51
Hazard, Safety 5 219 112
Hazardous Material Spill 1 15 20
Hit & Run 3 645 36
Hit & Run 4 1309 235
Hit & Run 5 23 266
Hit & Run 6 44 161
Hit & Run 8 15 85
Hit & Run 9 24 180
Hit & Run P 59 6
Illegal Burning 1 443 21
Illegal Burning 3 397 48
Illegal Burning 4 81 100
Illegal Burning 5 807 88
Illegal Camping 3 13 139
Illegal Camping 5 1376 348
Illegal Camping 6 27 530
Illegal Camping 8 282 809
Illegal Camping P 18 302
Illegal Discharge Firearms 3 54 26
Illegal Discharge Firearms 4 16 271
Illegal Dumping 3 15 71
Illegal Dumping 4 57 288
Illegal Dumping 5 162 291
Illegal Fireworks 5 441 58
Illegal Fireworks 8 291 56
Illegal Motorcycle(s) 5 19 53
Illegal Parking 5 190 85
Incomplete Call 3 979 26
Incomplete Call P 24 5
Injured Animal(s) 3 361 31
Injured Animal(s) 4 19 87
Injured Animal(s) 5 260 63
Intoxicated Subject(s) 3 608 20
Intoxicated Subject(s) 5 250 19
Intoxicated Subject(s) 7 886 80
Livestock at Large 3 17 31
Locate Missing Person 3 189 63
Locate Missing Person 4 101 190
Locate Missing Person 5 38 172
Location Runaway(s) 3 127 90
Location Runaway(s) 4 16 239
Location Stolen Property 3 445 78
Location Stolen Property 4 165 261
Location Stolen Property 5 102 195
Location Stolen Vehicle 3 899 69
Location Stolen Vehicle 4 86 179
Location Stolen Vehicle 5 20 203
Location Stolen Vehicle 6 12 28
Location Stolen Vehicle 9 15 84
Location Stolen Vehicle P 30 25
Lost Property 5 17 22
Lost Subject 3 11 14
Loud Construction 5 35 68
Loud Noise 3 13 40
Loud Noise 4 11 127
Loud Noise 5 3998 101
Loud Party 5 885 81
Menacing 1 23 2
Menacing 2 22 15
Menacing 3 450 20
Menacing 4 153 194
Menacing 5 11 215
Menacing P 47 9
Minor(s) in Possession 5 26 98
Missing Juvenile(s) 3 140 8
Missing Juvenile(s) P 18 2
Missing Person(s) 3 825 63
Missing Person(s) 4 788 108
Missing Person(s) 5 134 123
Missing Person(s) 6 14 129
Missing Vehicle 3 12 119
Motor Vehicle Injury 1 414 7
Motor Vehicle No Injury 1 960 8
Motor Vehicle No Injury 3 223 21
Motor Vehicle Unknown 1 2719 6
Motor Vehicle Unknown 3 55 33
Motor Vehicle Unknown 6 14 11
Motor Vehicle Unknown 9 14 16
Natural Gas Leak 1 32 10
Open Container 5 49 82
Open Door 3 454 44
Open Door 5 15 220
Open Gate 3 13 78
Open Window 3 50 60
Person Stop 6 12 10
Prowler(s) 2 67 9
Prowler(s) 3 1938 14
Prowler(s) P 63 1
Reckless Burning 1 199 7
Reckless Burning 3 136 51
Reckless Burning 4 48 179
Reckless Burning 5 46 153
Reckless Driving 3 1672 9
Reckless Driving 4 42 158
Reckless Driving P 47 3
Reckless Endangering 3 263 33
Reckless Endangering 4 195 219
Reckless Endangering 5 50 131
Recovered Stolen Vehicle 3 76 43
Recovered Stolen Vehicle P 34 36
Request Cover 3 167 3
Request Cover P 63 1
Request K-9 3 22 5
Request K-9 P 13 1
Request K-9 NA 16 4
Robbery 1 38 2
Robbery 2 13 2
Robbery 3 257 10
Robbery 4 93 129
Robbery 5 22 195
Robbery P 103 3
Runaway(s), Juvenile 3 369 62
Runaway(s), Juvenile 4 463 108
Runaway(s), Juvenile 5 96 78
Shoplift 3050 3 723 28
Shoplift 3050 4 15 201
Shoplift 3050 6 28 43
Shoplifter(s) 3 794 25
Shoplifter(s) 4 16 107
Shoplifter(s) 6 17 22
Shoplifter(s) 8 14 37
Shoplifter(s) 9 21 34
Shot(s) Fired 1 22 2
Shot(s) Fired 2 11 14
Shot(s) Fired 3 1625 16
Shot(s) Fired P 105 3
Speeding Motorcycle(s) 3 15 12
Speeding Vehicle(s) 3 95 6
Stab Wound 1 38 1
Stab Wound 3 11 44
Stab Wound(s) 1 38 1
Stab Wound(s) 3 11 44
Stop Sign Down 3 29 12
Subject Screaming 1 28 5
Subject Screaming 2 34 12
Subject Screaming 3 971 8
Subject Screaming P 62 2
Subject(s) Down 1 110 4
Suspicious Condition(s) 1 27 7
Suspicious Condition(s) 2 51 37
Suspicious Condition(s) 3 7391 33
Suspicious Condition(s) 4 596 176
Suspicious Condition(s) 5 204 183
Suspicious Condition(s) 6 36 54
Suspicious Condition(s) 7 43 170
Suspicious Condition(s) 8 11 36
Suspicious Condition(s) 9 11 79
Suspicious Condition(s) P 133 16
Suspicious Subject(s) 2 11 14
Suspicious Subject(s) 3 5834 28
Suspicious Subject(s) 4 66 116
Suspicious Subject(s) 5 48 101
Suspicious Subject(s) 6 13 18
Suspicious Subject(s) 9 12 24
Suspicious Subject(s) P 39 5
Suspicious Vehicle(s) 3 1195 41
Suspicious Vehicle(s) 4 86 100
Suspicious Vehicle(s) 5 266 135
Suspicious Vehicle(s) P 15 7
Switched Plates 3 124 71
Switched Plates 4 25 200
Switched Plates 5 22 234
Theft 3 2107 33
Theft 4 2558 237
Theft 5 130 173
Theft 6 66 157
Theft 8 18 303
Theft 9 43 77
Theft P 39 24
Theft by Deception 4 37 225
Theft from Vehicle 3 228 17
Theft from Vehicle 4 150 159
Theft from Vehicle 5 92 88
Theft from Vehicle 9 14 29
Theft ID 4 22 114
Theft ID 5 26 71
Theft of Services 3 113 38
Theft of Services 4 123 297
Theft, License Plate 3 28 64
Theft, Mail 3 28 11
Theft, Mail 4 44 277
Traffic Complaint 3 16 20
Traffic Complaint 5 15 41
Traffic Hazard 2 16 4
Traffic Hazard 3 6173 19
Traffic Hazard 4 79 80
Traffic Hazard 5 435 120
Traffic Hazard 7 52 55
Traffic Hazard P 57 9
Traffic Signal Malfunction 3 153 14
Traffic Stop 6 63 5
Tree Down 3 24 16
Tree Down P 11 4
Unattended Child(ren) 3 429 12
Unauthorized Departure 3 11 57
Unauthorized Use of Vehicle 2 22 31
Unauthorized Use of Vehicle 3 3072 67
Unauthorized Use of Vehicle 4 455 157
Unauthorized Use of Vehicle 5 74 93
Unauthorized Use of Vehicle 6 48 101
Unauthorized Use of Vehicle 8 20 82
Unauthorized Use of Vehicle 9 25 100
Unauthorized Use of Vehicle P 51 17
Unknown Problem 1 17 6
Unknown Problem 2 28 18
Unknown Problem 3 2095 17
Unknown Problem 7 17 87
Unknown Problem P 171 4
Unlawful Vehicle Entry 3 161 13
Unlawful Vehicle Entry 4 16 222
Violation of City Ordinance 3 21 47
Violation of City Ordinance 5 555 150
Violation of City Ordinance 8 20 812
Walkaway 3 23 38
Warrant Service 3 17 54
Warrant Service 6 58 81
Water Problem 3 11 19
Water Problem 5 13 52
Wrong Way Driver 3 172 4
Wrong Way Driver P 48 3
Incident Desc    total_calls avg_resp
Abandoned Animal 152 71
Abandoned Veh. 11 54
Accident, Bike 51 26
Accident, Vehicle-Bike 197 12
Accident, Vehicle-Pedestrian 302 21
Aircraft Problem Small 13 5
Alarm 2281 10
Alarm, Hold Up 382 1
Animal Abuse 324 49
Animal at Large 89 28
Animal Complaint 791 45
Animal Cruelty 1103 26
Armed Subject(s) 633 7
Arson 16 35
Assault 3350 99
Assault 4 543 32
Assist Outside Agency 1078 71
Assist Public Works 50 57
Assist Sheriff’s Office 262 11
Assist State Police 72 9
ATL Drunk Driver 2873 8
Attempt to Locate 211 30
Blocked Alley 231 113
Blocked Driveway 447 104
Blocked Sidewalk 395 157
Bomb Threat 23 20
Burglary 6030 87
Civil Stand By 185 216
Criminal Mischief 1485 153
Criminal Trespass 24480 86
Custodial Interference 232 172
Damaged City Property 146 102
Dead Animal 17 27
Disabled Vehicle(s) 1251 19
Disorderly Juvenile(s) 1124 30
Disorderly Party 98 40
Disorderly Subject 15324 26
Disoriented Subject 614 33
Dispute 28680 27
Dispute, Family 716 34
Dog Bite 127 34
Dog(s) at Large 1236 29
Dog(s), Vicious 398 32
Down Line 40 11
Driving Complaint 25 91
DUII 68 6
Emergency Message 52 125
Explosion 42 10
Fight 655 3
Fire, Trash Bin 232 16
Forged Prescription(s) 24 152
Forgery 142 109
Found Animal(s) 541 44
Found Child(ren) 59 10
Found Contraband 819 107
Found Property 1250 63
Found Syringes 1548 376
Fraud 399 86
Graffiti Calls 281 86
Gun Shot Wound(s) 84 19
Hazard, Safety 391 78
Hazardous Material Spill 26 56
Hit & Run 2121 165
Illegal Burning 1735 62
Illegal Camping 1725 423
Illegal Discharge Firearms 79 96
Illegal Dumping 236 277
Illegal Fireworks 745 56
Illegal Motorcycle(s) 27 44
Illegal Parking 198 82
Incomplete Call 1016 26
Injured Animal(s) 653 46
Intoxicated Subject(s) 1756 51
Juvenile Problem 14 31
Livestock at Large 23 27
Locate Missing Person 340 112
Location Runaway(s) 157 114
Location Stolen Property 739 136
Location Stolen Vehicle 1075 78
Lost Property 22 23
Lost Subject 12 18
Loud Construction 36 69
Loud Noise 4035 101
Loud Party 896 81
Menacing 730 60
Minor(s) in Possession 32 93
Missing Juvenile(s) 175 8
Missing Person(s) 1788 88
Missing Vehicle 18 152
Motor Vehicle Injury 448 12
Motor Vehicle No Injury 1219 11
Motor Vehicle Unknown 2819 7
Natural Gas Leak 35 10
Open Container 52 80
Open Door 493 49
Open Gate 15 75
Open Window 50 60
Person Stop 13 17
Prowler(s) 2107 14
Pursuit 17 4
Railroad Crossing Problem 18 100
Reckless Burning 435 56
Reckless Driving 1785 13
Reckless Endangering 527 113
Recovered Stolen Vehicle 122 40
Request Assistance 14 18
Request Cover 246 2
Request K-9 55 6
Robbery 550 36
Runaway(s), Juvenile 953 87
Shoplift 3050 773 32
Shoplifter(s) 875 26
Shot(s) Fired 1781 16
Speeding Motorcycle(s) 15 12
Speeding Vehicle(s) 108 6
Stab Wound 61 30
Stab Wound(s) 61 30
Stop Sign Down 34 21
Subject Screaming 1106 8
Subject(s) Down 132 5
Suspicious Condition(s) 8504 47
Suspicious Subject(s) 6039 30
Suspicious Vehicle(s) 1571 61
Switched Plates 180 116
Theft 4972 145
Theft by Deception 46 201
Theft from Vehicle 504 75
Theft ID 63 72
Theft of Services 241 177
Theft, License Plate 39 82
Theft, Mail 82 188
Traffic Complaint 37 42
Traffic Hazard 6842 27
Traffic Signal Malfunction 166 15
Traffic Stop 64 5
Tree Down 47 23
Unattended Child(ren) 455 12
Unauthorized Departure 15 56
Unauthorized Use of Vehicle 3773 78
Unknown Problem 2357 17
Unlawful Vehicle Entry 197 31
Violation of City Ordinance 604 168
Walkaway 27 46
Warrant Service 78 74
Water Problem 31 35
Wrong Way Driver 227 4
Incident Desc    total_calls avg_resp
Dispute 28680 27
Criminal Trespass 24480 86
Disorderly Subject 15324 26
Suspicious Condition(s) 8504 47
Traffic Hazard 6842 27
Suspicious Subject(s) 6039 30
Burglary 6030 87
Theft 4972 145
Loud Noise 4035 101
Unauthorized Use of Vehicle 3773 78
Assault 3350 99
ATL Drunk Driver 2873 8
Motor Vehicle Unknown 2819 7
Unknown Problem 2357 17
Alarm 2281 10
Hit & Run 2121 165
Prowler(s) 2107 14
Missing Person(s) 1788 88
Reckless Driving 1785 13
Shot(s) Fired 1781 16
Intoxicated Subject(s) 1756 51
Illegal Burning 1735 62
Illegal Camping 1725 423
Suspicious Vehicle(s) 1571 61
Found Syringes 1548 376
Criminal Mischief 1485 153
Disabled Vehicle(s) 1251 19
Found Property 1250 63
Dog(s) at Large 1236 29
Motor Vehicle No Injury 1219 11
Disorderly Juvenile(s) 1124 30
Subject Screaming 1106 8
Animal Cruelty 1103 26
Assist Outside Agency 1078 71
Location Stolen Vehicle 1075 78
Incomplete Call 1016 26
Runaway(s), Juvenile 953 87
Loud Party 896 81
Shoplifter(s) 875 26
Found Contraband 819 107
Animal Complaint 791 45
Shoplift 3050 773 32
Illegal Fireworks 745 56
Location Stolen Property 739 136
Menacing 730 60
Dispute, Family 716 34
Fight 655 3
Injured Animal(s) 653 46
Armed Subject(s) 633 7
Disoriented Subject 614 33
Violation of City Ordinance 604 168
Robbery 550 36
Assault 4 543 32
Found Animal(s) 541 44
Reckless Endangering 527 113
Theft from Vehicle 504 75
Open Door 493 49
Unattended Child(ren) 455 12
Motor Vehicle Injury 448 12
Blocked Driveway 447 104
Reckless Burning 435 56
Fraud 399 86
Dog(s), Vicious 398 32
Blocked Sidewalk 395 157
Hazard, Safety 391 78
Alarm, Hold Up 382 1
Locate Missing Person 340 112
Animal Abuse 324 49
Accident, Vehicle-Pedestrian 302 21
Graffiti Calls 281 86
Assist Sheriff’s Office 262 11
Request Cover 246 2
Theft of Services 241 177
Illegal Dumping 236 277
Custodial Interference 232 172
Fire, Trash Bin 232 16
Blocked Alley 231 113
Wrong Way Driver 227 4
Attempt to Locate 211 30
Illegal Parking 198 82
Accident, Vehicle-Bike 197 12
Unlawful Vehicle Entry 197 31
Civil Stand By 185 216
Switched Plates 180 116
Missing Juvenile(s) 175 8
Traffic Signal Malfunction 166 15
Location Runaway(s) 157 114
Abandoned Animal 152 71
Damaged City Property 146 102
Forgery 142 109
Subject(s) Down 132 5
Dog Bite 127 34
Recovered Stolen Vehicle 122 40
Speeding Vehicle(s) 108 6
Disorderly Party 98 40
Animal at Large 89 28
Gun Shot Wound(s) 84 19
Theft, Mail 82 188
Illegal Discharge Firearms 79 96
Warrant Service 78 74
Assist State Police 72 9
DUII 68 6
Traffic Stop 64 5
Theft ID 63 72
Stab Wound 61 30
Stab Wound(s) 61 30
Found Child(ren) 59 10
Request K-9 55 6
Emergency Message 52 125
Open Container 52 80
Accident, Bike 51 26
Assist Public Works 50 57
Open Window 50 60
Tree Down 47 23
Theft by Deception 46 201
Explosion 42 10
Down Line 40 11
Theft, License Plate 39 82
Traffic Complaint 37 42
Loud Construction 36 69
Natural Gas Leak 35 10
Stop Sign Down 34 21
Minor(s) in Possession 32 93
Water Problem 31 35
Illegal Motorcycle(s) 27 44
Walkaway 27 46
Hazardous Material Spill 26 56
Driving Complaint 25 91
Forged Prescription(s) 24 152
Bomb Threat 23 20
Livestock at Large 23 27
Lost Property 22 23
Missing Vehicle 18 152
Railroad Crossing Problem 18 100
Dead Animal 17 27
Pursuit 17 4
Arson 16 35
Open Gate 15 75
Speeding Motorcycle(s) 15 12
Unauthorized Departure 15 56
Juvenile Problem 14 31
Request Assistance 14 18
Aircraft Problem Small 13 5
Person Stop 13 17
Lost Subject 12 18
Abandoned Veh. 11 54
Sign Down 10 23
Criminal Mistreatment 8 106
Hazardous Material 8 12
Impersonating an Officer 8 128
Abandoned Prop. 7 59
Littering, Offensive 7 84
Vehicle in Water 7 4
Drowning 6 3
Forged Check(s) 6 11
In Possession of Narcotics 6 13
Animal Bite 5 28
Suspicious Substance(s) 5 241
Assist Motorist 4 35
Rescue Operation 4 4
Cancel ATL 3 17
Purse Snatch 3 5
Subpoena Service 3 58
Broken Water Main 2 10
Controlled Substance Violation 2 29
Dog(s), Barking 2 3
Interfering with Police 2 177
Nuisance Vehicle 2 30
Recovered Stolen Property 2 167
Weapon Offense 2 123
Accident, Industrial Injury 1 60
Accident, Train Injury 1 1
Aircraft Problem Large 1 1
Christmas Light Theft/Damage 1 394
Damaged County Property 1 132
Driving While Suspended 1 6
Escape 1 30
Overdue Subject(s) 1 42
Prostitution 1 59
Runaway(s), Cleared 1 9
## `summarise()` has grouped output by 'Incident Desc   '. You can override using
## the `.groups` argument.
Incident Desc    Priority    total_calls avg_resp
Dispute 3 23909 21
Criminal Trespass 3 23390 76
Disorderly Subject 3 14625 24
Suspicious Condition(s) 3 7391 33
Traffic Hazard 3 6173 19
Suspicious Subject(s) 3 5834 28
Loud Noise 5 3998 101
Unauthorized Use of Vehicle 3 3072 67
Motor Vehicle Unknown 1 2719 6
ATL Drunk Driver 3 2716 8
Theft 4 2558 237
Burglary 5 2544 110
Dispute 4 2515 94
Theft 3 2107 33
Unknown Problem 3 2095 17
Prowler(s) 3 1938 14
Reckless Driving 3 1672 9
Shot(s) Fired 3 1625 16
Assault 3 1591 34
Burglary 4 1468 141
Assault 4 1455 176
Illegal Camping 5 1376 348
Dispute 2 1332 10
Burglary 3 1321 17
Hit & Run 4 1309 235
Suspicious Vehicle(s) 3 1195 41
Disabled Vehicle(s) 3 1172 18
Alarm 3 1052 15
Found Property 5 1030 67
Disorderly Juvenile(s) 3 1027 23
Incomplete Call 3 979 26
Subject Screaming 3 971 8
Motor Vehicle No Injury 1 960 8
Animal Cruelty 3 932 20
Found Syringes 7 927 290
Location Stolen Vehicle 3 899 69
Intoxicated Subject(s) 7 886 80
Loud Party 5 885 81
Alarm P 849 2
Missing Person(s) 3 825 63
Illegal Burning 5 807 88
Shoplifter(s) 3 794 25
Missing Person(s) 4 788 108
Dog(s) at Large 5 786 32
Assist Outside Agency 3 770 55
Criminal Mischief 4 752 245
Found Contraband 5 733 109
Shoplift 3050 3 723 28
Criminal Trespass 4 715 354
Hit & Run 3 645 36
Intoxicated Subject(s) 3 608 20
Dispute, Family 3 605 25
Suspicious Condition(s) 4 596 176
Criminal Mischief 3 556 33
Violation of City Ordinance 5 555 150
Animal Complaint 5 512 49
Armed Subject(s) 3 503 8
Fight 3 493 4
Found Syringes 8 483 629
Dispute P 472 3
Runaway(s), Juvenile 4 463 108
Found Animal(s) 5 460 45
Unauthorized Use of Vehicle 4 455 157
Open Door 3 454 44
Menacing 3 450 20
Location Stolen Property 3 445 78
Illegal Burning 1 443 21
Illegal Fireworks 5 441 58
Traffic Hazard 5 435 120
Unattended Child(ren) 3 429 12
Blocked Driveway 5 417 106
Motor Vehicle Injury 1 414 7
Illegal Burning 3 397 48
Blocked Sidewalk 5 375 157
Dog(s) at Large 3 370 21
Runaway(s), Juvenile 3 369 62
Assault 4 1 362 5
Injured Animal(s) 3 361 31
Disoriented Subject 3 312 17
Illegal Fireworks 8 291 56
Illegal Camping 8 282 809
Accident, Vehicle-Pedestrian 1 270 4
Suspicious Vehicle(s) 5 266 135
Reckless Endangering 3 263 33
Injured Animal(s) 5 260 63
Dog(s), Vicious 3 259 27
Robbery 3 257 10
Alarm, Hold Up P 254 1
Intoxicated Subject(s) 5 250 19
Animal Abuse 3 247 35
Theft from Vehicle 3 228 17
Motor Vehicle No Injury 3 223 21
Hazard, Safety 5 219 112
Burglary 2 208 6
Blocked Alley 5 206 122
Burglary P 206 4
Alarm 1 204 2
Suspicious Condition(s) 5 204 183
Reckless Burning 1 199 7
Disoriented Subject 7 196 68
Reckless Endangering 4 195 219
Animal Complaint 3 190 28
Disorderly Subject 7 190 80
Illegal Parking 5 190 85
Locate Missing Person 3 189 63
Assist Sheriff’s Office 3 183 10
Accident, Vehicle-Bike 1 180 5
Wrong Way Driver 3 172 4
Unknown Problem P 171 4
Custodial Interference 4 167 193
Request Cover 3 167 3
Location Stolen Property 4 165 261
Fire, Trash Bin P 164 8
Civil Stand By 5 163 235
Illegal Dumping 5 162 291
Unlawful Vehicle Entry 3 161 13
Disorderly Subject P 158 9
Graffiti Calls 3 158 33
Menacing 4 153 194
Traffic Signal Malfunction 3 153 14
Attempt to Locate 3 151 27
Hazard, Safety 3 151 32
Theft from Vehicle 4 150 159
Fraud 4 148 119
Missing Juvenile(s) 3 140 8
Reckless Burning 3 136 51
Criminal Trespass 5 135 374
Animal Cruelty 5 134 47
Missing Person(s) 5 134 123
Burglary 1 133 2
Suspicious Condition(s) P 133 16
Found Syringes 5 132 16
Theft 5 130 173
ATL Drunk Driver P 128 4
Dispute 6 128 31
Location Runaway(s) 3 127 90
Abandoned Animal 5 126 75
Switched Plates 3 124 71
Theft of Services 4 123 297
Assist Outside Agency 5 116 158
Assault 4 3 114 60
Theft of Services 3 113 38
Fraud 3 111 32
Subject(s) Down 1 110 4
Fraud 5 109 110
Dispute 9 107 25
Fight P 105 1
Shot(s) Fired P 105 3
Robbery P 103 3
Location Stolen Property 5 102 195
Locate Missing Person 4 101 190
Disoriented Subject 5 97 15
Dog(s), Vicious 5 96 39
Runaway(s), Juvenile 5 96 78
Speeding Vehicle(s) 3 95 6
Robbery 4 93 129
Assist Outside Agency 4 92 136
Found Property 4 92 62
Theft from Vehicle 5 92 88
Alarm 2 90 3
Found Property 3 90 25
Graffiti Calls 5 90 161
Disorderly Party 3 86 24
Location Stolen Vehicle 4 86 179
Suspicious Vehicle(s) 4 86 100
Criminal Mischief 5 83 172
Illegal Burning 4 81 100
Assault P 79 5
Dispute 1 79 4
Traffic Hazard 4 79 80
Disorderly Subject 2 78 24
Recovered Stolen Vehicle 3 76 43
Unauthorized Use of Vehicle 5 74 93
Criminal Trespass 6 72 148
Assault 5 71 161
Damaged City Property 3 70 22
Disorderly Subject 4 70 205
Disorderly Subject 6 68 18
Prowler(s) 2 67 9
Alarm, Hold Up 1 66 1
Suspicious Subject(s) 4 66 116
Theft 6 66 157
Armed Subject(s) P 65 1
Burglary 6 63 91
Prowler(s) P 63 1
Request Cover P 63 1
Traffic Stop 6 63 5
Subject Screaming P 62 2
Disorderly Subject 5 61 41
Assist Outside Agency P 60 14
Dispute 8 60 36
Dispute, Family 4 60 143
Gun Shot Wound(s) 1 60 11
Hit & Run P 59 6
Assault 6 58 71
Warrant Service 6 58 81
Illegal Dumping 4 57 288
Traffic Hazard P 57 9
Motor Vehicle Unknown 3 55 33
Animal Complaint 8 54 67
Illegal Discharge Firearms 3 54 26
Damaged City Property 5 52 172
Traffic Hazard 7 52 55
Custodial Interference 3 51 103
Found Child(ren) 3 51 11
Suspicious Condition(s) 2 51 37
Unauthorized Use of Vehicle P 51 17
Forgery 5 50 170
Open Window 3 50 60
Reckless Endangering 5 50 131
Animal Abuse 5 49 78
Assist State Police 3 49 12
Criminal Trespass P 49 33
Dog(s) at Large 8 49 51
Open Container 5 49 82
Disorderly Subject 9 48 18
Dispute 5 48 88
Reckless Burning 4 48 179
Suspicious Subject(s) 5 48 101
Unauthorized Use of Vehicle 6 48 101
Wrong Way Driver P 48 3
Menacing P 47 9
Reckless Driving P 47 3
Reckless Burning 5 46 153
Assault 4 4 45 166
Burglary 8 45 166
Forgery 4 44 137
Hit & Run 6 44 161
Theft, Mail 4 44 277
Accident, Bike 1 43 8
Animal at Large 5 43 39
Forgery 3 43 20
Suspicious Condition(s) 7 43 170
Theft 9 43 77
Reckless Driving 4 42 158
Dog Bite 5 41 41
Alarm 4 40 42
Alarm, Hold Up 3 40 1
Dog Bite 1 40 7
Fire, Trash Bin 3 40 35
Animal at Large 3 39 17
Assault 9 39 106
Assist Sheriff’s Office P 39 6
Found Contraband 3 39 21
Suspicious Subject(s) P 39 5
Theft P 39 24
Disabled Vehicle(s) 5 38 74
Locate Missing Person 5 38 172
Robbery 1 38 2
Stab Wound 1 38 1
Stab Wound(s) 1 38 1
Burglary 9 37 61
Theft by Deception 4 37 225
Criminal Trespass 9 36 86
Suspicious Condition(s) 6 36 54
Criminal Trespass 7 35 96
Fight 2 35 1
Found Animal(s) 3 35 11
Loud Construction 5 35 68
Found Animal(s) 8 34 66
Found Contraband 4 34 161
Recovered Stolen Vehicle P 34 36
Subject Screaming 2 34 12
Alarm 5 33 44
Natural Gas Leak 1 32 10
Assist Public Works 3 30 66
Location Stolen Vehicle P 30 25
Assault 2 29 8
Disorderly Juvenile(s) 7 29 79
Down Line 1 29 10
DUII P 29 3
Stop Sign Down 3 29 12
Armed Subject(s) 1 28 2
Attempt to Locate P 28 8
Criminal Trespass 8 28 66
Disabled Vehicle(s) P 28 10
DUII 3 28 11
Shoplift 3050 6 28 43
Subject Screaming 1 28 5
Theft, License Plate 3 28 64
Theft, Mail 3 28 11
Unknown Problem 2 28 18
Dispute 7 27 90
Dispute, Family 2 27 12
Explosion 1 27 7
Illegal Camping 6 27 530
Suspicious Condition(s) 1 27 7
Armed Subject(s) 2 26 5
Dog Bite 3 26 41
Emergency Message 7 26 173
Minor(s) in Possession 5 26 98
Theft ID 5 26 71
Switched Plates 4 25 200
Unauthorized Use of Vehicle 9 25 100
Graffiti Calls 4 24 179
Hit & Run 9 24 180
Incomplete Call P 24 5
Tree Down 3 24 16
Dog(s) at Large 4 23 33
Hit & Run 5 23 266
Menacing 1 23 2
Walkaway 3 23 38
Animal Cruelty 4 22 136
Criminal Mischief 9 22 115
Criminal Mischief P 22 73
Menacing 2 22 15
Request K-9 3 22 5
Robbery 5 22 195
Shot(s) Fired 1 22 2
Switched Plates 5 22 234
Theft ID 4 22 114
Unauthorized Use of Vehicle 2 22 31
Alarm, Hold Up 2 21 2
Shoplifter(s) 9 21 34
Violation of City Ordinance 3 21 47
Criminal Mischief 6 20 126
Criminal Mischief 8 20 159
Dog(s), Vicious 4 20 67
Location Stolen Vehicle 5 20 203
Unauthorized Use of Vehicle 8 20 82
Violation of City Ordinance 8 20 812
Animal Complaint 4 19 41
Blocked Alley 3 19 36
Illegal Motorcycle(s) 5 19 53
Injured Animal(s) 4 19 87
Illegal Camping P 18 302
Missing Juvenile(s) P 18 2
Theft 8 18 303
Assist Sheriff’s Office NA 17 3
Damaged City Property 4 17 199
Found Property P 17 15
Livestock at Large 3 17 31
Lost Property 5 17 22
Shoplifter(s) 6 17 22
Unknown Problem 1 17 6
Unknown Problem 7 17 87
Warrant Service 3 17 54
Assault 8 16 88
Blocked Driveway 4 16 76
Criminal Trespass 2 16 20
Disorderly Juvenile(s) P 16 5
Driving Complaint 3 16 13
Illegal Discharge Firearms 4 16 271
Location Runaway(s) 4 16 239
Request K-9 NA 16 4
Shoplifter(s) 4 16 107
Traffic Complaint 3 16 20
Traffic Hazard 2 16 4
Unlawful Vehicle Entry 4 16 222
Accident, Vehicle-Pedestrian 3 15 110
Animal Abuse 4 15 128
Hazardous Material Spill 1 15 20
Hit & Run 8 15 85
Illegal Dumping 3 15 71
Location Stolen Vehicle 9 15 84
Open Door 5 15 220
Shoplift 3050 4 15 201
Speeding Motorcycle(s) 3 15 12
Suspicious Vehicle(s) P 15 7
Traffic Complaint 5 15 41
Assist Outside Agency 7 14 51
Civil Stand By 4 14 106
Disorderly Juvenile(s) 4 14 451
Disorderly Subject 8 14 12
Forged Prescription(s) 4 14 215
Found Property 9 14 63
Fraud P 14 11
Gun Shot Wound(s) 3 14 49
Hazard, Safety 4 14 51
Missing Person(s) 6 14 129
Motor Vehicle Unknown 6 14 11
Motor Vehicle Unknown 9 14 16
Shoplifter(s) 8 14 37
Theft from Vehicle 9 14 29
Assist State Police P 13 2
Bomb Threat 1 13 12
Disorderly Juvenile(s) 5 13 55
Dispute, Family P 13 2
Explosion 3 13 18
Illegal Camping 3 13 139
Loud Noise 3 13 40
Open Gate 3 13 78
Request K-9 P 13 1
Robbery 2 13 2
Suspicious Subject(s) 6 13 18
Water Problem 5 13 52
Aircraft Problem Small 1 12 4
Assist Outside Agency 6 12 122
Blocked Driveway 3 12 62
Disorderly Subject 1 12 2
Emergency Message 5 12 59
Location Stolen Vehicle 6 12 28
Missing Vehicle 3 12 119
Person Stop 6 12 10
Suspicious Subject(s) 9 12 24
Abandoned Animal 8 11 63
Assault 1 11 1
Assist Sheriff’s Office 5 11 29
ATL Drunk Driver NA 11 5
Disorderly Juvenile(s) 2 11 37
Dog Bite 4 11 64
Lost Subject 3 11 14
Loud Noise 4 11 127
Menacing 5 11 215
Shot(s) Fired 2 11 14
Stab Wound 3 11 44
Stab Wound(s) 3 11 44
Suspicious Condition(s) 8 11 36
Suspicious Condition(s) 9 11 79
Suspicious Subject(s) 2 11 14
Tree Down P 11 4
Unauthorized Departure 3 11 57
Water Problem 3 11 19
Accident, Vehicle-Pedestrian 4 10 343
Assist Public Works 5 10 39
Attempt to Locate 5 10 43
Disorderly Juvenile(s) 6 10 16
Dog(s), Vicious P 10 5
Fight 1 10 1
Gun Shot Wound(s) 4 10 23
Illegal Fireworks 3 10 12
Juvenile Problem 3 10 19
Missing Person(s) 9 10 74
Missing Person(s) P 10 72
Motor Vehicle Injury 3 10 42
Open Door 4 10 53
Prowler(s) 4 10 63
Prowler(s) 9 10 8
Pursuit P 10 4
Request Cover NA 10 1
Subject(s) Down 3 10 3
Theft from Vehicle 6 10 95
Unattended Child(ren) P 10 6
Unknown Problem 4 10 131
Accident, Vehicle-Bike 3 9 116
Emergency Message 3 9 9
Location Runaway(s) 5 9 274
Location Stolen Property 6 9 42
Robbery 6 9 6
Robbery 9 9 9
Tree Down 5 9 33
Unattended Child(ren) 2 9 6
Abandoned Animal 3 8 25
Assault 4 9 8 30
Assist Outside Agency NA 8 23
Attempt to Locate 4 8 40
Attempt to Locate 7 8 141
Criminal Mischief 2 8 7
Dead Animal 5 8 33
Disorderly Party 5 8 198
Dog(s), Vicious 8 8 73
Fire, Trash Bin 5 8 34
Fire, Trash Bin 8 8 29
Fraud 9 8 67
Injured Animal(s) 8 8 53
Location Stolen Property 9 8 138
Menacing 6 8 25
Menacing 9 8 17
Missing Juvenile(s) 2 8 2
Motor Vehicle No Injury 4 8 66
Prowler(s) 1 8 1
Railroad Crossing Problem 5 8 136
Reckless Driving NA 8 5
Sign Down 3 8 15
Speeding Vehicle(s) P 8 3
Theft 2 8 3
Theft ID P 8 11
Traffic Hazard 6 8 5
Violation of City Ordinance 4 8 91
Animal Complaint 6 7 50
Animal Cruelty 8 7 40
Assault 4 6 7 69
Blocked Sidewalk 3 7 30
Civil Stand By 3 7 34
Down Line 3 7 14
Fight 6 7 1
Fraud 6 7 41
Illegal Motorcycle(s) 3 7 23
Loud Noise P 7 29
Motor Vehicle Injury 6 7 23
Motor Vehicle No Injury 6 7 16
Reckless Driving 2 7 13
Request Assistance 5 7 18
Runaway(s), Juvenile 6 7 95
Runaway(s), Juvenile 9 7 143
Shoplifter(s) 2 7 7
Shot(s) Fired 4 7 62
Stab Wound 4 7 153
Stab Wound(s) 4 7 153
Suspicious Subject(s) 8 7 12
Theft, Mail 5 7 70
Traffic Hazard 9 7 15
Traffic Hazard NA 7 12
Unknown Problem 6 7 27
Unlawful Vehicle Entry 5 7 49
Vehicle in Water 1 7 4
Alarm 6 6 2
Animal Complaint P 6 31
ATL Drunk Driver 9 6 3
Blocked Alley 4 6 71
Criminal Mistreatment 4 6 132
Custodial Interference 5 6 135
Disabled Vehicle(s) 4 6 11
Dog Bite 8 6 35
Drowning 1 6 3
Forged Prescription(s) 3 6 68
Found Animal(s) 7 6 43
Found Contraband 6 6 83
Hazardous Material 1 6 10
Livestock at Large 5 6 15
Menacing 8 6 213
Motor Vehicle No Injury NA 6 6
Motor Vehicle Unknown 8 6 9
Prowler(s) 5 6 64
Reckless Endangering P 6 54
Runaway(s), Juvenile 8 6 24
Shoplifter(s) P 6 1
Subject(s) Down 7 6 16
Theft from Vehicle P 6 54
Theft, License Plate 4 6 191
Traffic Complaint 4 6 100
Abandoned Prop. 5 5 80
Abandoned Veh. 3 5 41
Assist Sheriff’s Office 4 5 71
Blocked Sidewalk 4 5 58
Fire, Trash Bin 9 5 2
Found Property 6 5 157
Found Syringes 9 5 1320
Hazard, Safety P 5 10
Impersonating an Officer 4 5 147
Intoxicated Subject(s) P 5 2
Location Stolen Property 8 5 223
Location Stolen Vehicle 2 5 4
Location Stolen Vehicle NA 5 9
Loud Party 3 5 39
Motor Vehicle No Injury 9 5 5
Open Door 2 5 41
Railroad Crossing Problem 1 5 7
Reckless Driving 5 5 199
Reckless Endangering 6 5 41
Recovered Stolen Vehicle 4 5 31
Recovered Stolen Vehicle 6 5 18
Request Cover 1 5 1
Shot(s) Fired 5 5 62
Switched Plates P 5 172
Theft by Deception 3 5 156
Traffic Signal Malfunction 5 5 33
Traffic Signal Malfunction P 5 4
Unknown Problem 9 5 2
Abandoned Animal 4 4 69
Accident, Bike 3 4 126
Accident, Vehicle-Bike 6 4 3
Alarm 8 4 12
Animal Abuse 6 4 185
Animal Abuse 8 4 200
Animal at Large 4 4 12
Armed Subject(s) 4 4 109
Armed Subject(s) 9 4 2
Arson 4 4 82
Assault 4 5 4 184
Assist Public Works 6 4 38
Assist Sheriff’s Office 7 4 57
ATL Drunk Driver 6 4 3
Bomb Threat 4 4 28
Criminal Trespass 1 4 4
Dead Animal P 4 43
Disabled Vehicle(s) 6 4 9
Disoriented Subject P 4 10
Dispute, Family 6 4 2
Dispute, Family 9 4 21
Dog(s) at Large P 4 8
Driving Complaint 5 4 120
DUII 1 4 7
Emergency Message 4 4 296
Forged Check(s) 3 4 7
Forgery 6 4 8
Found Animal(s) 4 4 14
Hazardous Material Spill 3 4 33
Hazardous Material Spill 4 4 42
Illegal Camping 4 4 88
Illegal Discharge Firearms 5 4 58
Illegal Parking 3 4 12
Incomplete Call 5 4 12
Littering, Offensive 5 4 128
Locate Missing Person 6 4 69
Locate Missing Person P 4 9
Loud Noise 6 4 121
Minor(s) in Possession 3 4 38
Missing Juvenile(s) 1 4 2
Missing Juvenile(s) 4 4 74
Missing Person(s) 8 4 68
Motor Vehicle Injury 4 4 373
Motor Vehicle Injury 9 4 5
Motor Vehicle Injury P 4 23
Motor Vehicle No Injury 5 4 237
Pursuit 3 4 2
Reckless Endangering 2 4 33
Robbery 8 4 2
Speeding Vehicle(s) 5 4 17
Subject Screaming 7 4 16
Suspicious Subject(s) 1 4 6
Suspicious Subject(s) 7 4 104
Suspicious Vehicle(s) 8 4 62
Traffic Hazard 1 4 1
Traffic Hazard 8 4 61
Unauthorized Departure 4 4 53
Unauthorized Use of Vehicle 1 4 8
Unknown Problem 5 4 66
Unlawful Vehicle Entry 2 4 15
Unlawful Vehicle Entry P 4 3
Water Problem P 4 9
Abandoned Veh. 5 3 80
Abandoned Veh. P 3 52
Accident, Vehicle-Bike 4 3 114
Accident, Vehicle-Pedestrian 9 3 2
Alarm 9 3 33
Animal Abuse P 3 3
Animal Bite 5 3 42
Animal Cruelty P 3 6
Armed Subject(s) 6 3 3
Arson 3 3 18
Arson 6 3 26
Assist Outside Agency 9 3 45
Assist Public Works 4 3 36
Assist State Police 5 3 9
ATL Drunk Driver 8 3 20
Bomb Threat 3 3 43
Burglary 7 3 47
Custodial Interference 6 3 255
Custodial Interference 9 3 272
Dead Animal 3 3 3
Disorderly Juvenile(s) 9 3 8
Disoriented Subject 4 3 18
Dispute NA 3 4
DUII 4 3 2
Fire, Trash Bin 4 3 117
Fire, Trash Bin 6 3 30
Forged Prescription(s) 5 3 34
Found Contraband 8 3 97
Graffiti Calls P 3 1
Hazardous Material Spill 5 3 286
Illegal Burning 8 3 51
Illegal Camping 7 3 63
Illegal Parking 4 3 47
In Possession of Narcotics 6 3 1
Incomplete Call 4 3 8
Intoxicated Subject(s) 4 3 142
Location Runaway(s) 9 3 42
Location Stolen Property P 3 4
Loud Party 4 3 114
Loud Party P 3 41
Missing Vehicle 4 3 132
Missing Vehicle 5 3 305
Motor Vehicle Injury 5 3 154
Motor Vehicle No Injury 8 3 12
Motor Vehicle No Injury P 3 14
Motor Vehicle Unknown P 3 5
Open Door P 3 5
Prowler(s) 6 3 6
Purse Snatch 3 3 5
Reckless Driving 6 3 4
Request Assistance 4 3 27
Rescue Operation 1 3 5
Runaway(s), Juvenile P 3 201
Shoplift 3050 P 3 2
Suspicious Substance(s) 3 3 42
Theft by Deception 5 3 37
Theft ID 3 3 9
Walkaway 4 3 106
Wrong Way Driver 2 3 2
Abandoned Prop. 3 2 6
Accident, Bike 5 2 8
Accident, Vehicle-Pedestrian 5 2 138
Accident, Vehicle-Pedestrian 6 2 5
Animal Bite 1 2 6
Animal Complaint 7 2 50
Animal Cruelty 2 2 33
Animal Cruelty 9 2 18
Arson 5 2 17
Arson P 2 26
Assault 4 7 2 23
Assist Motorist 3 2 26
Assist Outside Agency 2 2 56
Assist Sheriff’s Office 2 2 1
Assist State Police 6 2 4
Assist State Police NA 2 4
ATL Drunk Driver 5 2 6
Attempt to Locate 9 2 18
Blocked Sidewalk 6 2 307
Blocked Sidewalk 7 2 78
Blocked Sidewalk 8 2 869
Blocked Sidewalk P 2 70
Bomb Threat 5 2 39
Broken Water Main 1 2 10
Burglary NA 2 14
Criminal Mistreatment 3 2 26
Damaged City Property 6 2 118
Damaged City Property 9 2 317
Damaged City Property P 2 70
Disabled Vehicle(s) 9 2 13
Disorderly Party 4 2 71
Dispute, Family 7 2 39
Dog Bite 6 2 65
Dog(s) at Large 7 2 18
Dog(s), Vicious 2 2 1
Dog(s), Vicious 6 2 78
Down Line 5 2 24
Driving Complaint 4 2 760
Driving Complaint P 2 35
DUII 6 2 9
Explosion 5 2 7
Fight 8 2 1
Forged Check(s) 4 2 21
Found Animal(s) P 2 12
Found Child(ren) 2 2 4
Found Child(ren) 9 2 3
Found Child(ren) P 2 2
Found Contraband 7 2 317
Found Contraband P 2 1
Found Property 8 2 23
Graffiti Calls 6 2 20
Graffiti Calls 8 2 22
Illegal Burning 6 2 207
Illegal Camping 9 2 384
Illegal Discharge Firearms 6 2 608
Illegal Fireworks NA 2 13
Impersonating an Officer 3 2 33
Incomplete Call 1 2 3
Incomplete Call 2 2 33
Injured Animal(s) 7 2 6
Injured Animal(s) P 2 12
Intoxicated Subject(s) 8 2 434
Juvenile Problem 4 2 67
Juvenile Problem 5 2 52
Littering, Offensive 3 2 7
Locate Missing Person 9 2 85
Location Runaway(s) P 2 14
Location Stolen Property NA 2 43
Location Stolen Vehicle 8 2 26
Lost Property 4 2 24
Menacing 7 2 143
Missing Person(s) 7 2 48
Motor Vehicle Injury 8 2 1
Motor Vehicle Unknown 2 2 63
Motor Vehicle Unknown 4 2 204
Motor Vehicle Unknown 5 2 1
Natural Gas Leak 3 2 11
Nuisance Vehicle 5 2 30
Open Door 6 2 3
Open Door 8 2 71
Open Gate 5 2 50
Prowler(s) 8 2 4
Pursuit NA 2 6
Railroad Crossing Problem 3 2 76
Railroad Crossing Problem 9 2 68
Reckless Burning 6 2 66
Reckless Burning 8 2 2
Reckless Endangering 8 2 180
Reckless Endangering 9 2 271
Request Assistance 3 2 15
Request K-9 5 2 80
Shoplift 3050 5 2 141
Shot(s) Fired 6 2 1
Shot(s) Fired 9 2 1
Shot(s) Fired NA 2 14
Stab Wound 6 2 123
Stab Wound(s) 6 2 123
Stop Sign Down 4 2 148
Subject Screaming 5 2 2
Subject Screaming 6 2 1
Subject(s) Down 2 2 33
Subject(s) Down 6 2 1
Subject(s) Down 9 2 3
Subpoena Service 3 2 37
Suspicious Substance(s) 4 2 540
Suspicious Vehicle(s) 6 2 104
Suspicious Vehicle(s) 9 2 214
Switched Plates 6 2 330
Theft 1 2 9
Theft from Vehicle 2 2 3
Theft ID 6 2 3
Theft ID 9 2 42
Theft of Services 6 2 381
Theft, License Plate 6 2 22
Traffic Signal Malfunction 8 2 78
Tree Down 8 2 175
Unattended Child(ren) 6 2 6
Unattended Child(ren) 9 2 27
Unauthorized Use of Vehicle NA 2 10
Unknown Problem 8 2 11
Unlawful Vehicle Entry 6 2 14
Unlawful Vehicle Entry 9 2 2
Warrant Service 4 2 25
Wrong Way Driver NA 2 3
Abandoned Animal 6 1 23
Abandoned Animal 7 1 174
Abandoned Animal 9 1 6
Accident, Bike 7 1 453
Accident, Bike P 1 12
Accident, Industrial Injury 5 1 60
Accident, Train Injury 1 1 1
Accident, Vehicle-Bike 5 1 66
Aircraft Problem Large 1 1 1
Aircraft Problem Small 5 1 19
Alarm, Hold Up 6 1 1
Animal Abuse 2 1 1
Animal Abuse 9 1 14
Animal at Large 7 1 68
Animal at Large 8 1 15
Animal at Large P 1 26
Animal Complaint 2 1 5
Animal Cruelty 6 1 46
Arson 1 1 7
Arson 9 1 11
Assault 7 1 189
Assault 4 2 1 6
Assist Motorist 5 1 86
Assist Motorist P 1 1
Assist Outside Agency 8 1 2
Assist Public Works 7 1 217
Assist Public Works 8 1 36
Assist Public Works P 1 1
Assist Sheriff’s Office 1 1 1
Assist State Police 1 1 1
Assist State Police 2 1 1
Assist State Police 4 1 11
ATL Drunk Driver 2 1 4
ATL Drunk Driver 4 1 31
ATL Drunk Driver 7 1 31
Attempt to Locate 1 1 5
Attempt to Locate 6 1 12
Attempt to Locate 8 1 42
Attempt to Locate NA 1 4
Blocked Driveway 6 1 296
Blocked Driveway P 1 12
Bomb Threat 9 1 3
Cancel ATL 3 1 23
Cancel ATL 5 1 26
Cancel ATL P 1 2
Christmas Light Theft/Damage 4 1 394
Civil Stand By 2 1 87
Controlled Substance Violation 3 1 57
Controlled Substance Violation P 1 1
Criminal Mischief 1 1 343
Criminal Mischief NA 1 1
Custodial Interference 8 1 90
Custodial Interference P 1 76
Damaged City Property 7 1 2
Damaged County Property P 1 132
Dead Animal 4 1 7
Dead Animal 7 1 10
Disabled Vehicle(s) 1 1 7
Disorderly Juvenile(s) 1 1 3
Disorderly Party 2 1 99
Disorderly Party P 1 1
Disoriented Subject 2 1 8
Disoriented Subject 9 1 3
Dispute, Family 8 1 2
Dog Bite 9 1 197
Dog(s) at Large 6 1 1
Dog(s) at Large NA 1 53
Dog(s), Barking 3 1 3
Dog(s), Barking 5 1 4
Dog(s), Vicious 7 1 41
Down Line 4 1 2
Down Line P 1 7
Driving Complaint 1 1 6
Driving While Suspended 3 1 6
DUII 2 1 5
DUII 5 1 5
Emergency Message P 1 6
Escape 3 1 30
Fight 4 1 2
Fight 5 1 1
Fight 9 1 8
Fire, Trash Bin 7 1 5
Forged Prescription(s) 6 1 138
Forgery 8 1 3
Found Child(ren) 1 1 1
Found Child(ren) 6 1 1
Found Syringes 3 1 3
Fraud 2 1 20
Fraud 8 1 25
Graffiti Calls 2 1 4
Graffiti Calls 9 1 11
Hazard, Safety 2 1 37
Hazard, Safety 7 1 326
Hazardous Material 3 1 27
Hazardous Material P 1 10
Hit & Run 1 1 2
Hit & Run 2 1 44
Illegal Burning 2 1 14
Illegal Burning 9 1 22
Illegal Discharge Firearms 2 1 1
Illegal Discharge Firearms 8 1 19
Illegal Discharge Firearms 9 1 380
Illegal Dumping 6 1 198
Illegal Dumping P 1 456
Illegal Fireworks 7 1 11
Illegal Motorcycle(s) 4 1 22
Illegal Parking P 1 2
Impersonating an Officer 5 1 227
In Possession of Narcotics 3 1 5
In Possession of Narcotics 4 1 42
In Possession of Narcotics 5 1 31
Incomplete Call 9 1 276
Incomplete Call NA 1 31
Injured Animal(s) 9 1 164
Interfering with Police 8 1 354
Interfering with Police P 1 1
Intoxicated Subject(s) 2 1 1
Intoxicated Subject(s) 6 1 6
Littering, Offensive 4 1 62
Locate Missing Person 8 1 6
Locate Missing Person NA 1 114
Location Stolen Vehicle 1 1 4
Lost Property 3 1 20
Lost Property 9 1 55
Lost Property P 1 4
Lost Subject 7 1 70
Loud Construction 9 1 116
Loud Noise 8 1 472
Loud Noise 9 1 92
Minor(s) in Possession 4 1 257
Minor(s) in Possession P 1 1
Missing Juvenile(s) 6 1 32
Missing Person(s) 1 1 16
Motor Vehicle Unknown 7 1 37
Motor Vehicle Unknown NA 1 5
Natural Gas Leak 5 1 32
Open Container 3 1 26
Open Container 4 1 36
Open Container 7 1 66
Open Door 1 1 2
Open Door 9 1 4
Overdue Subject(s) 3 1 42
Person Stop 7 1 106
Prostitution 4 1 59
Pursuit 1 1 1
Railroad Crossing Problem 8 1 395
Reckless Burning 2 1 116
Reckless Burning 9 1 33
Reckless Driving 9 1 2
Recovered Stolen Property 3 1 50
Recovered Stolen Property 4 1 285
Recovered Stolen Vehicle 5 1 13
Recovered Stolen Vehicle 9 1 100
Request Assistance 7 1 4
Request Assistance P 1 17
Request Cover 2 1 1
Request K-9 1 1 1
Request K-9 9 1 3
Rescue Operation 8 1 3
Robbery 7 1 243
Robbery NA 1 12
Runaway(s), Cleared 3 1 9
Runaway(s), Juvenile 2 1 10
Runaway(s), Juvenile 7 1 17
Shoplift 3050 1 1 1
Shoplift 3050 2 1 57
Sign Down 5 1 96
Sign Down 7 1 10
Speeding Vehicle(s) NA 1 5
Stab Wound 8 1 1
Stab Wound 9 1 1
Stab Wound P 1 11
Stab Wound(s) 8 1 1
Stab Wound(s) 9 1 1
Stab Wound(s) P 1 11
Stop Sign Down 8 1 5
Stop Sign Down P 1 10
Stop Sign Down NA 1 45
Subject Screaming 4 1 2
Subject Screaming 9 1 1
Subject Screaming NA 1 7
Subpoena Service 6 1 100
Suspicious Condition(s) NA 1 2
Suspicious Subject(s) NA 1 5
Suspicious Vehicle(s) 2 1 3
Switched Plates 2 1 338
Switched Plates 9 1 25
Theft 7 1 789
Theft by Deception 6 1 53
Theft from Vehicle 8 1 1
Theft from Vehicle NA 1 17
Theft of Services 5 1 64
Theft of Services 8 1 248
Theft of Services 9 1 626
Theft, License Plate 2 1 33
Theft, License Plate 5 1 15
Theft, License Plate 9 1 153
Theft, Mail 6 1 1764
Theft, Mail 9 1 672
Theft, Mail P 1 5
Traffic Signal Malfunction 4 1 1
Traffic Stop P 1 2
Tree Down 1 1 20
Unattended Child(ren) 4 1 11
Unattended Child(ren) 5 1 26
Unattended Child(ren) 7 1 2
Unknown Problem NA 1 17
Unlawful Vehicle Entry 1 1 3
Walkaway 8 1 62
Warrant Service 5 1 75
Water Problem 4 1 29
Water Problem 6 1 1
Water Problem 8 1 129
Weapon Offense 4 1 21
Weapon Offense 5 1 225
Wrong Way Driver 1 1 1
Wrong Way Driver 5 1 3
Incident Desc    total_calls avg_resp
Illegal Camping 1725 423
Christmas Light Theft/Damage 1 394
Found Syringes 1548 376
Illegal Dumping 236 277
Suspicious Substance(s) 5 241
Civil Stand By 185 216
Theft by Deception 46 201
Theft, Mail 82 188
Interfering with Police 2 177
Theft of Services 241 177
Custodial Interference 232 172
Violation of City Ordinance 604 168
Recovered Stolen Property 2 167
Hit & Run 2121 165
Blocked Sidewalk 395 157
Criminal Mischief 1485 153
Forged Prescription(s) 24 152
Missing Vehicle 18 152
Theft 4972 145
Location Stolen Property 739 136
Damaged County Property 1 132
Impersonating an Officer 8 128
Emergency Message 52 125
Weapon Offense 2 123
Switched Plates 180 116
Location Runaway(s) 157 114
Blocked Alley 231 113
Reckless Endangering 527 113
Locate Missing Person 340 112
Forgery 142 109
Found Contraband 819 107
Criminal Mistreatment 8 106
Blocked Driveway 447 104
Damaged City Property 146 102
Loud Noise 4035 101
Railroad Crossing Problem 18 100
Assault 3350 99
Illegal Discharge Firearms 79 96
Minor(s) in Possession 32 93
Driving Complaint 25 91
Missing Person(s) 1788 88
Burglary 6030 87
Runaway(s), Juvenile 953 87
Criminal Trespass 24480 86
Fraud 399 86
Graffiti Calls 281 86
Littering, Offensive 7 84
Illegal Parking 198 82
Theft, License Plate 39 82
Loud Party 896 81
Open Container 52 80
Hazard, Safety 391 78
Location Stolen Vehicle 1075 78
Unauthorized Use of Vehicle 3773 78
Open Gate 15 75
Theft from Vehicle 504 75
Warrant Service 78 74
Theft ID 63 72
Abandoned Animal 152 71
Assist Outside Agency 1078 71
Loud Construction 36 69
Found Property 1250 63
Illegal Burning 1735 62
Suspicious Vehicle(s) 1571 61
Accident, Industrial Injury 1 60
Menacing 730 60
Open Window 50 60
Abandoned Prop. 7 59
Prostitution 1 59
Subpoena Service 3 58
Assist Public Works 50 57
Hazardous Material Spill 26 56
Illegal Fireworks 745 56
Reckless Burning 435 56
Unauthorized Departure 15 56
Abandoned Veh. 11 54
Intoxicated Subject(s) 1756 51
Animal Abuse 324 49
Open Door 493 49
Suspicious Condition(s) 8504 47
Injured Animal(s) 653 46
Walkaway 27 46
Animal Complaint 791 45
Found Animal(s) 541 44
Illegal Motorcycle(s) 27 44
Overdue Subject(s) 1 42
Traffic Complaint 37 42
Disorderly Party 98 40
Recovered Stolen Vehicle 122 40
Robbery 550 36
Arson 16 35
Assist Motorist 4 35
Water Problem 31 35
Dispute, Family 716 34
Dog Bite 127 34
Disoriented Subject 614 33
Assault 4 543 32
Dog(s), Vicious 398 32
Shoplift 3050 773 32
Juvenile Problem 14 31
Unlawful Vehicle Entry 197 31
Attempt to Locate 211 30
Disorderly Juvenile(s) 1124 30
Escape 1 30
Nuisance Vehicle 2 30
Stab Wound 61 30
Stab Wound(s) 61 30
Suspicious Subject(s) 6039 30
Controlled Substance Violation 2 29
Dog(s) at Large 1236 29
Animal at Large 89 28
Animal Bite 5 28
Dead Animal 17 27
Dispute 28680 27
Livestock at Large 23 27
Traffic Hazard 6842 27
Accident, Bike 51 26
Animal Cruelty 1103 26
Disorderly Subject 15324 26
Incomplete Call 1016 26
Shoplifter(s) 875 26
Lost Property 22 23
Sign Down 10 23
Tree Down 47 23
Accident, Vehicle-Pedestrian 302 21
Stop Sign Down 34 21
Bomb Threat 23 20
Disabled Vehicle(s) 1251 19
Gun Shot Wound(s) 84 19
Lost Subject 12 18
Request Assistance 14 18
Cancel ATL 3 17
Person Stop 13 17
Unknown Problem 2357 17
Fire, Trash Bin 232 16
Shot(s) Fired 1781 16
Traffic Signal Malfunction 166 15
Prowler(s) 2107 14
In Possession of Narcotics 6 13
Reckless Driving 1785 13
Accident, Vehicle-Bike 197 12
Hazardous Material 8 12
Motor Vehicle Injury 448 12
Speeding Motorcycle(s) 15 12
Unattended Child(ren) 455 12
Assist Sheriff’s Office 262 11
Down Line 40 11
Forged Check(s) 6 11
Motor Vehicle No Injury 1219 11
Alarm 2281 10
Broken Water Main 2 10
Explosion 42 10
Found Child(ren) 59 10
Natural Gas Leak 35 10
Assist State Police 72 9
Runaway(s), Cleared 1 9
ATL Drunk Driver 2873 8
Missing Juvenile(s) 175 8
Subject Screaming 1106 8
Armed Subject(s) 633 7
Motor Vehicle Unknown 2819 7
Driving While Suspended 1 6
DUII 68 6
Request K-9 55 6
Speeding Vehicle(s) 108 6
Aircraft Problem Small 13 5
Purse Snatch 3 5
Subject(s) Down 132 5
Traffic Stop 64 5
Pursuit 17 4
Rescue Operation 4 4
Vehicle in Water 7 4
Wrong Way Driver 227 4
Dog(s), Barking 2 3
Drowning 6 3
Fight 655 3
Request Cover 246 2
Accident, Train Injury 1 1
Aircraft Problem Large 1 1
Alarm, Hold Up 382 1

Appendex B2 Maps

Priority 1 avg response times (minutes)

Incident Desc    total_calls avg_resp
Accident, Bike 43 8
Accident, Vehicle-Bike 180 5
Accident, Vehicle-Pedestrian 270 4
Aircraft Problem Small 12 4
Alarm 204 2
Alarm, Hold Up 66 1
Armed Subject(s) 28 2
Assault 11 1
Assault 4 362 5
Bomb Threat 13 12
Burglary 133 2
Disorderly Subject 12 2
Dispute 79 4
Dog Bite 40 7
Down Line 29 10
Explosion 27 7
Gun Shot Wound(s) 60 11
Hazardous Material Spill 15 20
Illegal Burning 443 21
Menacing 23 2
Motor Vehicle Injury 414 7
Motor Vehicle No Injury 960 8
Motor Vehicle Unknown 2719 6
Natural Gas Leak 32 10
Reckless Burning 199 7
Robbery 38 2
Shot(s) Fired 22 2
Stab Wound 38 1
Stab Wound(s) 38 1
Subject Screaming 28 5
Subject(s) Down 110 4
Suspicious Condition(s) 27 7
Unknown Problem 17 6

Priority 2 avg response times (minutes)

Incident Desc    total_calls avg_resp
Alarm 90 3
Alarm, Hold Up 21 2
Armed Subject(s) 26 5
Assault 29 8
Burglary 208 6
Criminal Trespass 16 20
Disorderly Juvenile(s) 11 37
Disorderly Subject 78 24
Dispute 1332 10
Dispute, Family 27 12
Fight 35 1
Menacing 22 15
Prowler(s) 67 9
Robbery 13 2
Shot(s) Fired 11 14
Subject Screaming 34 12
Suspicious Condition(s) 51 37
Suspicious Subject(s) 11 14
Traffic Hazard 16 4
Unauthorized Use of Vehicle 22 31
Unknown Problem 28 18
Priority    total_calls avg_resp
1 6795 7
2 2257 11
3 123505 35
4 16116 178
5 20269 117
6 1130 83
7 2520 159
8 1637 373
9 670 72
P 4268 8

Appendix C

## `geom_smooth()` using formula 'y ~ x'

Appendix D

source code available at https://github.com/russl-corey/EPD_Response_Times

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